Overview

Dataset statistics

Number of variables	37
Number of observations	1053
Missing cells	26
Missing cells (%)	0.1%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	508.2 KiB
Average record size in memory	494.2 B

Variable types

Categorical	8
Numeric	27
DateTime	1
Boolean	1

Dataset

Description	Quality-verified clinical data for JHB_Ezin_002
Creator	HEAT Research Programme
Author	RP2 Clinical Data Team
URL	https://github.com/Logic06183/RP2_dataoverview

Variable descriptions

study_source	Study identifier
Age (at enrolment)	Patient age at study enrollment
Sex	Biological sex
Race	Racial/ethnic group
enrollment_date	Date of study enrollment
visit_date	Date of clinic visit
primary_date	Primary reference date
study_arm	Study treatment arm
study_visit	Study visit number
Antiretroviral Therapy Status	Current ART status
BMI (kg/m²)	Body Mass Index
weight_kg	Body weight in kilograms
height_m	Height in meters
Waist circumference (cm)	Waist circumference in centimeters
hip_circumference_cm	Hip circumference in centimeters
waist_hip_ratio	Waist-to-hip ratio
systolic_bp_mmHg	Systolic blood pressure
diastolic_bp_mmHg	Diastolic blood pressure
heart_rate_bpm	Heart rate in beats per minute
Respiratory rate (breaths/min)	Respiratory rate
Oxygen saturation (%)	Oxygen saturation
body_temperature_celsius	Body temperature in Celsius
CD4 cell count (cells/µL)	CD4+ T lymphocyte count
HIV viral load (copies/mL)	HIV RNA copies per mL
cd4_percent	CD4+ percentage
cd8_count_cells_uL	CD8+ T lymphocyte count
cd4_cd8_ratio	CD4/CD8 ratio
Hematocrit (%)	Hematocrit
hemoglobin_g_dL	Hemoglobin concentration
White blood cell count (×10³/µL)	Total WBC count
Red blood cell count (×10⁶/µL)	Total RBC count
Platelet count (×10³/µL)	Platelet count
MCV (MEAN CELL VOLUME)	Mean corpuscular volume
mch_pg	Mean corpuscular hemoglobin
mchc_g_dL	Mean corpuscular hemoglobin concentration
RDW	Red cell distribution width
Lymphocyte count (×10⁹/L)	Lymphocyte absolute count
Neutrophil count (×10⁹/L)	Neutrophil absolute count
Monocyte count (×10⁹/L)	Monocyte absolute count
Eosinophil count (×10⁹/L)	Eosinophil absolute count
Basophil count (×10⁹/L)	Basophil absolute count
lymphocyte_percent	Lymphocyte percentage
neutrophil_percent	Neutrophil percentage
monocyte_percent	Monocyte percentage
eosinophil_percent	Eosinophil percentage
basophil_percent	Basophil percentage
ALT (U/L)	Alanine aminotransferase
AST (U/L)	Aspartate aminotransferase
Alkaline phosphatase (U/L)	Alkaline phosphatase
Total bilirubin (mg/dL)	Total bilirubin
direct_bilirubin_mg_dL	Direct bilirubin
indirect_bilirubin_mg_dL	Indirect bilirubin
Albumin (g/dL)	Serum albumin
Total protein (g/dL)	Total serum protein
ggt_u_L	Gamma-glutamyl transferase
creatinine_umol_L	Serum creatinine (µmol/L)
creatinine_mg_dL	Serum creatinine (mg/dL)
creatinine clearance	Estimated creatinine clearance
bun_mg_dL	Blood urea nitrogen
urea_mmol_L	Serum urea
egfr_ml_min	Estimated glomerular filtration rate
Sodium (mEq/L)	Serum sodium
Potassium (mEq/L)	Serum potassium
chloride_mEq_L	Serum chloride
bicarbonate_mEq_L	Serum bicarbonate
calcium_mg_dL	Serum calcium
magnesium_mg_dL	Serum magnesium
phosphate_mg_dL	Serum phosphate
total_cholesterol_mg_dL	Total cholesterol
hdl_cholesterol_mg_dL	HDL cholesterol
ldl_cholesterol_mg_dL	LDL cholesterol
Triglycerides (mg/dL)	Triglycerides
vldl_cholesterol_mg_dL	VLDL cholesterol
cholesterol_hdl_ratio	Total cholesterol/HDL ratio
fasting_glucose_mmol_L	Fasting blood glucose (mmol/L)
glucose_mg_dL	Blood glucose (mg/dL)
hba1c_percent	Glycated hemoglobin
insulin_uIU_mL	Serum insulin
lactate_mmol_L	Blood lactate
crp_mg_L	C-reactive protein
esr_mm_hr	Erythrocyte sedimentation rate
pt_seconds	Prothrombin time
inr	International normalized ratio
aptt_seconds	Activated partial thromboplastin time
uric_acid_mg_dL	Serum uric acid
ldh_u_L	Lactate dehydrogenase
ck_u_L	Creatine kinase
amylase_u_L	Serum amylase
lipase_u_L	Serum lipase
climate_daily_mean_temp	Daily mean temperature
climate_daily_max_temp	Daily maximum temperature
climate_daily_min_temp	Daily minimum temperature
climate_temp_anomaly	Temperature anomaly from baseline
climate_heat_day_p90	Heat day indicator (>90th percentile)
climate_heat_day_p95	Heat day indicator (>95th percentile)
climate_heat_stress_index	Heat stress index
climate_humidity	Relative humidity
climate_precipitation	Precipitation
climate_season	Season
cd4_correction_applied	Quality flag: CD4 corrections applied
final_comprehensive_fix_applied	Quality flag: Comprehensive corrections applied
waist_circ_unit_correction_applied	Quality flag: Waist circumference unit corrected
sa_biomarker_standards	South African biomarker reference standards applied

Alerts

`study_source` has constant value "JHB_Ezin_002"	Constant
`cd4_correction_applied` has constant value "0.0"	Constant
`final_comprehensive_fix_applied` has constant value "1.0"	Constant
`waist_circ_unit_correction_applied` has constant value "False"	Constant
`sa_biomarker_standards` has constant value "1.0"	Constant
`climate_heat_day_p90` has constant value "0.0"	Constant
`climate_heat_day_p95` has constant value "0.0"	Constant
`BMI (kg/m²)` is highly overall correlated with `weight_kg`	High correlation
`CD4 cell count (cells/µL)` is highly overall correlated with `HIV viral load (copies/mL)`	High correlation
`HIV viral load (copies/mL)` is highly overall correlated with `CD4 cell count (cells/µL)`	High correlation
`Hematocrit (%)` is highly overall correlated with `Red blood cell count (×10⁶/µL)` and 2 other fields	High correlation
`Lymphocyte count (×10⁹/L)` is highly overall correlated with `White blood cell count (×10³/µL)`	High correlation
`Monocyte count (×10⁹/L)` is highly overall correlated with `White blood cell count (×10³/µL)`	High correlation
`Neutrophil count (×10⁹/L)` is highly overall correlated with `White blood cell count (×10³/µL)`	High correlation
`Red blood cell count (×10⁶/µL)` is highly overall correlated with `Hematocrit (%)` and 1 other fields	High correlation
`Sex` is highly overall correlated with `Hematocrit (%)` and 2 other fields	High correlation
`White blood cell count (×10³/µL)` is highly overall correlated with `Lymphocyte count (×10⁹/L)` and 2 other fields	High correlation
`climate_daily_max_temp` is highly overall correlated with `climate_daily_mean_temp` and 3 other fields	High correlation
`climate_daily_mean_temp` is highly overall correlated with `climate_daily_max_temp` and 3 other fields	High correlation
`climate_daily_min_temp` is highly overall correlated with `climate_daily_max_temp` and 3 other fields	High correlation
`climate_heat_stress_index` is highly overall correlated with `climate_daily_max_temp` and 2 other fields	High correlation
`climate_season` is highly overall correlated with `climate_daily_max_temp` and 4 other fields	High correlation
`climate_temp_anomaly` is highly overall correlated with `climate_daily_min_temp` and 1 other fields	High correlation
`diastolic_bp_mmHg` is highly overall correlated with `systolic_bp_mmHg`	High correlation
`height_m` is highly overall correlated with `Sex`	High correlation
`hemoglobin_g_dL` is highly overall correlated with `Hematocrit (%)` and 2 other fields	High correlation
`mch_pg` is highly overall correlated with `mchc_g_dL`	High correlation
`mchc_g_dL` is highly overall correlated with `mch_pg`	High correlation
`systolic_bp_mmHg` is highly overall correlated with `diastolic_bp_mmHg`	High correlation
`weight_kg` is highly overall correlated with `BMI (kg/m²)`	High correlation
`Eosinophil count (×10⁹/L)` has 47 (4.5%) zeros	Zeros
`Basophil count (×10⁹/L)` has 122 (11.6%) zeros	Zeros

Reproduction

Analysis started	2025-11-25 05:10:44.798757
Analysis finished	2025-11-25 05:11:10.847459
Duration	26.05 seconds
Software version	ydata-profiling vv4.18.0
Download configuration	config.json

study_source
Categorical

Constant

Study identifier

Distinct	1
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	71.0 KiB

JHB_Ezin_002	1053

Length

Max length	12
Median length	12
Mean length	12
Min length	12

Characters and Unicode

Total characters	12636
Distinct characters	10
Distinct categories	4 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	JHB_Ezin_002
2nd row	JHB_Ezin_002
3rd row	JHB_Ezin_002
4th row	JHB_Ezin_002
5th row	JHB_Ezin_002

Common Values

Value	Count	Frequency (%)
JHB_Ezin_002	1053	100.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
jhb_ezin_002	1053	100.0%

Most occurring characters

Value	Count	Frequency (%)
_	2106	16.7%
0	2106	16.7%
J	1053	8.3%
H	1053	8.3%
B	1053	8.3%
E	1053	8.3%
z	1053	8.3%
i	1053	8.3%
n	1053	8.3%
2	1053	8.3%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	4212	33.3%
Decimal Number	3159	25.0%
Lowercase Letter	3159	25.0%
Connector Punctuation	2106	16.7%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
J	1053	25.0%
H	1053	25.0%
B	1053	25.0%
E	1053	25.0%

Lowercase Letter

Value	Count	Frequency (%)
z	1053	33.3%
i	1053	33.3%
n	1053	33.3%

Decimal Number

Value	Count	Frequency (%)
0	2106	66.7%
2	1053	33.3%

Connector Punctuation

Value	Count	Frequency (%)
_	2106	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	7371	58.3%
Common	5265	41.7%

Most frequent character per script

Latin

Value	Count	Frequency (%)
J	1053	14.3%
H	1053	14.3%
B	1053	14.3%
E	1053	14.3%
z	1053	14.3%
i	1053	14.3%
n	1053	14.3%

Common

Value	Count	Frequency (%)
_	2106	40.0%
0	2106	40.0%
2	1053	20.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	12636	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
_	2106	16.7%
0	2106	16.7%
J	1053	8.3%
H	1053	8.3%
B	1053	8.3%
E	1053	8.3%
z	1053	8.3%
i	1053	8.3%
n	1053	8.3%
2	1053	8.3%

Age (at enrolment)
Real number (ℝ)

Patient age at study enrollment

Distinct	45
Distinct (%)	4.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	32.460589

Minimum	13
Maximum	62
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	16.5 KiB

Quantile statistics

Minimum	13
5-th percentile	21
Q1	27
median	32
Q3	37
95-th percentile	46
Maximum	62
Range	49
Interquartile range (IQR)	10

Descriptive statistics

Standard deviation	7.7363651
Coefficient of variation (CV)	0.23833101
Kurtosis	0.1552562
Mean	32.460589
Median Absolute Deviation (MAD)	5
Skewness	0.52185785
Sum	34181
Variance	59.851345
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=45)

Value	Count	Frequency (%)
31	66	6.3%
33	56	5.3%
29	55	5.2%
30	53	5.0%
32	50	4.7%
26	49	4.7%
35	48	4.6%
34	48	4.6%
24	47	4.5%
28	47	4.5%
Other values (35)	534	50.7%

Value	Count	Frequency (%)
13	1	0.1%
14	1	0.1%
15	2	0.2%
17	1	0.1%
18	9	0.9%
19	8	0.8%
20	17	1.6%
21	19	1.8%
22	26	2.5%
23	31	2.9%

Value	Count	Frequency (%)
62	1	0.1%
59	1	0.1%
57	2	0.2%
55	2	0.2%
54	4	0.4%
53	5	0.5%
52	3	0.3%
51	7	0.7%
50	4	0.4%
49	2	0.2%

Sex
Categorical

High correlation

Biological sex

Distinct	2
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	64.0 KiB

Female	627
Male	426

Length

Max length	6
Median length	6
Mean length	5.1908832
Min length	4

Characters and Unicode

Total characters	5466
Distinct characters	6
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Male
2nd row	Male
3rd row	Male
4th row	Female
5th row	Female

Common Values

Value	Count	Frequency (%)
Female	627	59.5%
Male	426	40.5%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
female	627	59.5%
male	426	40.5%

Most occurring characters

Value	Count	Frequency (%)
e	1680	30.7%
a	1053	19.3%
l	1053	19.3%
F	627	11.5%
m	627	11.5%
M	426	7.8%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	4413	80.7%
Uppercase Letter	1053	19.3%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
e	1680	38.1%
a	1053	23.9%
l	1053	23.9%
m	627	14.2%

Uppercase Letter

Value	Count	Frequency (%)
F	627	59.5%
M	426	40.5%

Most occurring scripts

Value	Count	Frequency (%)
Latin	5466	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
e	1680	30.7%
a	1053	19.3%
l	1053	19.3%
F	627	11.5%
m	627	11.5%
M	426	7.8%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	5466	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
e	1680	30.7%
a	1053	19.3%
l	1053	19.3%
F	627	11.5%
m	627	11.5%
M	426	7.8%

primary_date
Date

Primary reference date

Distinct	268
Distinct (%)	25.5%
Missing	0
Missing (%)	0.0%
Memory size	16.5 KiB

Minimum	2017-01-17 00:00:00
Maximum	2018-05-07 00:00:00
Invalid dates	0
Invalid dates (%)	0.0%

Histogram with fixed size bins (bins=50)

BMI (kg/m²)
Real number (ℝ)

High correlation

Body Mass Index

Distinct	1016
Distinct (%)	96.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	24.11742

Minimum	15.269471
Maximum	49.672814
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	16.5 KiB

Quantile statistics

Minimum	15.269471
5-th percentile	17.880777
Q1	20.15625
median	23.084852
Q3	26.794938
95-th percentile	33.960395
Maximum	49.672814
Range	34.403343
Interquartile range (IQR)	6.638688

Descriptive statistics

Standard deviation	5.3163571
Coefficient of variation (CV)	0.2204364
Kurtosis	2.3289041
Mean	24.11742
Median Absolute Deviation (MAD)	3.2616416
Skewness	1.2722863
Sum	25395.643
Variance	28.263653
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
32.80592249	2	0.2%
21.28777004	2	0.2%
22.81746032	2	0.2%
20.66115702	2	0.2%
19.88725885	2	0.2%
20.86111966	2	0.2%
19.39591837	2	0.2%
24.24154449	2	0.2%
21.24100492	2	0.2%
24.39446367	2	0.2%
Other values (1006)	1033	98.1%

Value	Count	Frequency (%)
15.26947108	1	0.1%
15.33897235	1	0.1%
15.37750029	1	0.1%
15.44516225	1	0.1%
15.48086437	1	0.1%
15.49586777	1	0.1%
15.5017301	1	0.1%
15.51514332	1	0.1%
15.56133997	1	0.1%
15.63764597	1	0.1%

Value	Count	Frequency (%)
49.6728138	1	0.1%
47.49896496	1	0.1%
47.19926538	1	0.1%
47.07596254	1	0.1%
45.80094498	1	0.1%
45.2892562	1	0.1%
44.9019534	1	0.1%
44.70895631	1	0.1%
43.49060814	1	0.1%
40.73187553	1	0.1%

weight_kg
Real number (ℝ)

High correlation

Body weight in kilograms

Distinct	449
Distinct (%)	42.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	68.773694

Minimum	41.3
Maximum	133.6
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	16.5 KiB

Quantile statistics

Minimum	41.3
5-th percentile	49.4
Q1	58.7
median	66.4
Q3	77
95-th percentile	96.42
Maximum	133.6
Range	92.3
Interquartile range (IQR)	18.3

Descriptive statistics

Standard deviation	14.262708
Coefficient of variation (CV)	0.20738609
Kurtosis	1.5419145
Mean	68.773694
Median Absolute Deviation (MAD)	8.8
Skewness	1.0350275
Sum	72418.7
Variance	203.42483
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
67.4	10	0.9%
59.4	10	0.9%
71.1	8	0.8%
68.1	8	0.8%
66.8	7	0.7%
66.1	7	0.7%
64.4	7	0.7%
57.4	6	0.6%
61.5	6	0.6%
48.5	6	0.6%
Other values (439)	978	92.9%

Value	Count	Frequency (%)
41.3	1	0.1%
42.8	1	0.1%
43	1	0.1%
43.2	1	0.1%
43.3	1	0.1%
43.8	1	0.1%
44	1	0.1%
44.4	1	0.1%
44.8	1	0.1%
45.4	1	0.1%

Value	Count	Frequency (%)
133.6	1	0.1%
128.5	1	0.1%
126.2	1	0.1%
123.3	1	0.1%
123.2	1	0.1%
121	1	0.1%
120.2	1	0.1%
119.3	1	0.1%
117.4	1	0.1%
117.3	1	0.1%

height_m
Real number (ℝ)

High correlation

Height in meters

Distinct	57
Distinct (%)	5.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.6932479

Minimum	1.32
Maximum	2.01
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	16.5 KiB

Quantile statistics

Minimum	1.32
5-th percentile	1.54
Q1	1.62
median	1.69
Q3	1.77
95-th percentile	1.86
Maximum	2.01
Range	0.69
Interquartile range (IQR)	0.15

Descriptive statistics

Standard deviation	0.1001059
Coefficient of variation (CV)	0.059120639
Kurtosis	-0.019764094
Mean	1.6932479
Median Absolute Deviation (MAD)	0.07
Skewness	0.14414148
Sum	1782.99
Variance	0.01002119
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.64	48	4.6%
1.77	46	4.4%
1.67	42	4.0%
1.65	42	4.0%
1.7	41	3.9%
1.66	41	3.9%
1.71	39	3.7%
1.62	39	3.7%
1.63	38	3.6%
1.69	36	3.4%
Other values (47)	641	60.9%

Value	Count	Frequency (%)
1.32	1	0.1%
1.35	1	0.1%
1.36	1	0.1%
1.44	2	0.2%
1.45	2	0.2%
1.46	1	0.1%
1.48	2	0.2%
1.5	6	0.6%
1.51	6	0.6%
1.52	9	0.9%

Value	Count	Frequency (%)
2.01	2	0.2%
1.99	1	0.1%
1.97	1	0.1%
1.96	2	0.2%
1.95	1	0.1%
1.94	1	0.1%
1.93	5	0.5%
1.92	3	0.3%
1.91	3	0.3%
1.9	4	0.4%

systolic_bp_mmHg
Real number (ℝ)

High correlation

Systolic blood pressure

Distinct	89
Distinct (%)	8.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	122.9867

Minimum	87
Maximum	204
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	16.5 KiB

Quantile statistics

Minimum	87
5-th percentile	100
Q1	112
median	122
Q3	132
95-th percentile	148
Maximum	204
Range	117
Interquartile range (IQR)	20

Descriptive statistics

Standard deviation	15.366555
Coefficient of variation (CV)	0.12494484
Kurtosis	2.2558664
Mean	122.9867
Median Absolute Deviation (MAD)	10
Skewness	0.8395301
Sum	129505
Variance	236.131
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
130	36	3.4%
119	33	3.1%
121	32	3.0%
124	31	2.9%
116	31	2.9%
111	31	2.9%
136	30	2.8%
110	30	2.8%
132	30	2.8%
137	28	2.7%
Other values (79)	741	70.4%

Value	Count	Frequency (%)
87	1	0.1%
89	1	0.1%
90	1	0.1%
91	3	0.3%
92	2	0.2%
93	1	0.1%
94	4	0.4%
95	5	0.5%
96	9	0.9%
97	5	0.5%

Value	Count	Frequency (%)
204	1	0.1%
197	2	0.2%
190	1	0.1%
185	1	0.1%
176	1	0.1%
174	1	0.1%
173	1	0.1%
172	2	0.2%
170	2	0.2%
169	2	0.2%

diastolic_bp_mmHg
Real number (ℝ)

High correlation

Diastolic blood pressure

Distinct	74
Distinct (%)	7.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	79.189934

Minimum	39
Maximum	132
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	16.5 KiB

Quantile statistics

Minimum	39
5-th percentile	61
Q1	71
median	79
Q3	85
95-th percentile	100
Maximum	132
Range	93
Interquartile range (IQR)	14

Descriptive statistics

Standard deviation	11.915419
Coefficient of variation (CV)	0.15046633
Kurtosis	1.5170025
Mean	79.189934
Median Absolute Deviation (MAD)	7
Skewness	0.64779312
Sum	83387
Variance	141.9772
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
82	52	4.9%
79	51	4.8%
85	44	4.2%
83	44	4.2%
80	43	4.1%
88	42	4.0%
72	38	3.6%
77	35	3.3%
84	35	3.3%
73	35	3.3%
Other values (64)	634	60.2%

Value	Count	Frequency (%)
39	1	0.1%
50	2	0.2%
51	2	0.2%
52	3	0.3%
54	4	0.4%
55	4	0.4%
56	1	0.1%
57	3	0.3%
58	5	0.5%
59	4	0.4%

Value	Count	Frequency (%)
132	1	0.1%
127	2	0.2%
123	1	0.1%
121	1	0.1%
120	1	0.1%
118	1	0.1%
117	3	0.3%
116	1	0.1%
115	1	0.1%
114	2	0.2%

heart_rate_bpm
Real number (ℝ)

Heart rate in beats per minute

Distinct	71
Distinct (%)	6.7%
Missing	1
Missing (%)	0.1%
Infinite	0
Infinite (%)	0.0%
Mean	78.706274

Minimum	50
Maximum	135
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	16.5 KiB

Quantile statistics

Minimum	50
5-th percentile	58
Q1	69
median	78
Q3	88
95-th percentile	102
Maximum	135
Range	85
Interquartile range (IQR)	19

Descriptive statistics

Standard deviation	13.512169
Coefficient of variation (CV)	0.17167843
Kurtosis	0.11364238
Mean	78.706274
Median Absolute Deviation (MAD)	10
Skewness	0.36895181
Sum	82799
Variance	182.57872
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
74	39	3.7%
81	35	3.3%
78	34	3.2%
82	32	3.0%
88	32	3.0%
79	30	2.8%
76	30	2.8%
69	30	2.8%
89	29	2.8%
80	29	2.8%
Other values (61)	732	69.5%

Value	Count	Frequency (%)
50	3	0.3%
51	2	0.2%
52	6	0.6%
53	6	0.6%
54	10	0.9%
55	6	0.6%
56	10	0.9%
57	6	0.6%
58	13	1.2%
59	14	1.3%

Value	Count	Frequency (%)
135	1	0.1%
130	1	0.1%
124	1	0.1%
122	1	0.1%
119	1	0.1%
117	1	0.1%
115	2	0.2%
114	1	0.1%
112	1	0.1%
111	2	0.2%

body_temperature_celsius
Real number (ℝ)

Body temperature in Celsius

Distinct	27
Distinct (%)	2.6%
Missing	6
Missing (%)	0.6%
Infinite	0
Infinite (%)	0.0%
Mean	36.519962

Minimum	36
Maximum	39.9
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	16.5 KiB

Quantile statistics

Minimum	36
5-th percentile	36
Q1	36.15
median	36.4
Q3	36.8
95-th percentile	37.3
Maximum	39.9
Range	3.9
Interquartile range (IQR)	0.65

Descriptive statistics

Standard deviation	0.45661989
Coefficient of variation (CV)	0.012503296
Kurtosis	6.5203939
Mean	36.519962
Median Absolute Deviation (MAD)	0.3
Skewness	1.6311046
Sum	38236.4
Variance	0.20850172
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=27)

Value	Count	Frequency (%)
36	150	14.2%
36.1	112	10.6%
36.2	100	9.5%
36.7	98	9.3%
36.4	87	8.3%
36.3	79	7.5%
36.5	73	6.9%
36.8	67	6.4%
36.6	64	6.1%
37	60	5.7%
Other values (17)	157	14.9%

Value	Count	Frequency (%)
36	150	14.2%
36.1	112	10.6%
36.2	100	9.5%
36.3	79	7.5%
36.4	87	8.3%
36.5	73	6.9%
36.6	64	6.1%
36.7	98	9.3%
36.8	67	6.4%
36.9	47	4.5%

Value	Count	Frequency (%)
39.9	1	0.1%
39.7	1	0.1%
39.1	1	0.1%
38.9	1	0.1%
38.5	1	0.1%
38.4	2	0.2%
38.1	1	0.1%
37.9	1	0.1%
37.8	1	0.1%
37.7	7	0.7%

CD4 cell count (cells/µL)
Real number (ℝ)

High correlation

CD4+ T lymphocyte count

Distinct	903
Distinct (%)	85.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	18.014084

Minimum	0.26
Maximum	54.13
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	16.5 KiB

Quantile statistics

Minimum	0.26
5-th percentile	3.792
Q1	11.28
median	17.08
Q3	23.62
95-th percentile	34.336
Maximum	54.13
Range	53.87
Interquartile range (IQR)	12.34

Descriptive statistics

Standard deviation	9.1601515
Coefficient of variation (CV)	0.50849944
Kurtosis	-0.0048244797
Mean	18.014084
Median Absolute Deviation (MAD)	6.21
Skewness	0.44891061
Sum	18968.83
Variance	83.908375
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
21.54	4	0.4%
22.68	4	0.4%
17.67	3	0.3%
16.5	3	0.3%
14.99	3	0.3%
5.58	3	0.3%
12.84	3	0.3%
16.93	3	0.3%
10.49	3	0.3%
17.74	3	0.3%
Other values (893)	1021	97.0%

Value	Count	Frequency (%)
0.26	1	0.1%
0.34	1	0.1%
0.45	1	0.1%
0.53	1	0.1%
0.63	1	0.1%
0.65	1	0.1%
0.7	1	0.1%
0.77	1	0.1%
0.83	1	0.1%
0.91	1	0.1%

Value	Count	Frequency (%)
54.13	1	0.1%
50.63	1	0.1%
48	1	0.1%
44.71	1	0.1%
44.65	1	0.1%
44.61	1	0.1%
43.65	1	0.1%
43.07	1	0.1%
42.38	1	0.1%
41.45	1	0.1%

HIV viral load (copies/mL)
Real number (ℝ)

High correlation

HIV RNA copies per mL

Distinct	977
Distinct (%)	93.0%
Missing	2
Missing (%)	0.2%
Infinite	0
Infinite (%)	0.0%
Mean	88703.72

Minimum	0
Maximum	4117370
Zeros	1
Zeros (%)	0.1%
Negative	0
Negative (%)	0.0%
Memory size	16.5 KiB

Quantile statistics

Minimum	0
5-th percentile	971.5
Q1	5839.5
median	24796
Q3	79879
95-th percentile	361649.5
Maximum	4117370
Range	4117370
Interquartile range (IQR)	74039.5

Descriptive statistics

Standard deviation	231648.72
Coefficient of variation (CV)	2.6114882
Kurtosis	117.98199
Mean	88703.72
Median Absolute Deviation (MAD)	21970
Skewness	8.9610023
Sum	93227610
Variance	5.3661128 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
83980	3	0.3%
3955	3	0.3%
12049	3	0.3%
641	2	0.2%
889	2	0.2%
376363	2	0.2%
37525	2	0.2%
3692	2	0.2%
107147	2	0.2%
765	2	0.2%
Other values (967)	1028	97.6%

Value	Count	Frequency (%)
0	1	0.1%
501	1	0.1%
505	1	0.1%
512	1	0.1%
527	1	0.1%
528	1	0.1%
535	1	0.1%
541	1	0.1%
553	1	0.1%
556	1	0.1%

Value	Count	Frequency (%)
4117370	1	0.1%
2757298	1	0.1%
2324690	1	0.1%
1760459	1	0.1%
1551988	1	0.1%
1393213	1	0.1%
1203933	1	0.1%
1135011	1	0.1%
1110345	2	0.2%
1000591	1	0.1%

Hematocrit (%)
Real number (ℝ)

High correlation

Hematocrit

Distinct	39
Distinct (%)	3.7%
Missing	1
Missing (%)	0.1%
Infinite	0
Infinite (%)	0.0%
Mean	40.671958

Minimum	21
Maximum	54
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	16.5 KiB

Quantile statistics

Minimum	21
5-th percentile	31
Q1	37
median	41
Q3	44
95-th percentile	49
Maximum	54
Range	33
Interquartile range (IQR)	7

Descriptive statistics

Standard deviation	5.326574
Coefficient of variation (CV)	0.13096429
Kurtosis	0.29229504
Mean	40.671958
Median Absolute Deviation (MAD)	3
Skewness	-0.47071382
Sum	42786.9
Variance	28.372391
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=39)

Value	Count	Frequency (%)
42	89	8.5%
41	88	8.4%
43	81	7.7%
40	80	7.6%
45	71	6.7%
39	67	6.4%
37	65	6.2%
44	64	6.1%
38	56	5.3%
36	50	4.7%
Other values (29)	341	32.4%

Value	Count	Frequency (%)
21	1	0.1%
23	2	0.2%
25	4	0.4%
26	6	0.6%
27	3	0.3%
28	7	0.7%
29	14	1.3%
30	13	1.2%
31	17	1.6%
32	14	1.3%

Value	Count	Frequency (%)
54	4	0.4%
53	1	0.1%
52	1	0.1%
51	6	0.6%
50	27	2.6%
49	20	1.9%
48	37	3.5%
47.8	1	0.1%
47	42	4.0%
46	42	4.0%

hemoglobin_g_dL
Real number (ℝ)

High correlation

Hemoglobin concentration

Distinct	103
Distinct (%)	9.8%
Missing	1
Missing (%)	0.1%
Infinite	0
Infinite (%)	0.0%
Mean	13.298669

Minimum	6.1
Maximum	18
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	16.5 KiB

Quantile statistics

Minimum	6.1
5-th percentile	9.9
Q1	12.3
median	13.4
Q3	14.6
95-th percentile	16.1
Maximum	18
Range	11.9
Interquartile range (IQR)	2.3

Descriptive statistics

Standard deviation	1.8591093
Coefficient of variation (CV)	0.13979664
Kurtosis	0.50078028
Mean	13.298669
Median Absolute Deviation (MAD)	1.2
Skewness	-0.54074656
Sum	13990.2
Variance	3.4562875
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
13.4	32	3.0%
12.5	30	2.8%
13.9	28	2.7%
13.8	27	2.6%
13.3	25	2.4%
13.5	24	2.3%
13.2	24	2.3%
13.6	24	2.3%
14.4	24	2.3%
14.7	23	2.2%
Other values (93)	791	75.1%

Value	Count	Frequency (%)
6.1	1	0.1%
6.8	1	0.1%
7.2	1	0.1%
7.3	1	0.1%
7.4	1	0.1%
7.6	1	0.1%
7.7	3	0.3%
7.9	1	0.1%
8	3	0.3%
8.2	1	0.1%

Value	Count	Frequency (%)
18	1	0.1%
17.8	1	0.1%
17.6	1	0.1%
17.5	1	0.1%
17.4	1	0.1%
17.3	2	0.2%
17.2	1	0.1%
17.1	1	0.1%
17	2	0.2%
16.9	2	0.2%

White blood cell count (×10³/µL)
Real number (ℝ)

High correlation

Total WBC count

Distinct	496
Distinct (%)	47.1%
Missing	1
Missing (%)	0.1%
Infinite	0
Infinite (%)	0.0%
Mean	5.261635

Minimum	1.52
Maximum	24.68
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	16.5 KiB

Quantile statistics

Minimum	1.52
5-th percentile	2.9455
Q1	4.0475
median	4.95
Q3	6.1
95-th percentile	8.6335
Maximum	24.68
Range	23.16
Interquartile range (IQR)	2.0525

Descriptive statistics

Standard deviation	1.9325762
Coefficient of variation (CV)	0.36729576
Kurtosis	13.505495
Mean	5.261635
Median Absolute Deviation (MAD)	1.03
Skewness	2.3037535
Sum	5535.24
Variance	3.7348508
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
3.47	8	0.8%
4.05	8	0.8%
5.7	7	0.7%
4.95	7	0.7%
4.47	7	0.7%
4.75	7	0.7%
5.59	6	0.6%
5.1	6	0.6%
4.08	6	0.6%
4.07	6	0.6%
Other values (486)	984	93.4%

Value	Count	Frequency (%)
1.52	1	0.1%
1.71	1	0.1%
1.82	1	0.1%
1.85	1	0.1%
1.94	1	0.1%
2.14	1	0.1%
2.17	1	0.1%
2.19	1	0.1%
2.22	1	0.1%
2.23	1	0.1%

Value	Count	Frequency (%)
24.68	1	0.1%
17.96	1	0.1%
15.78	1	0.1%
15.33	1	0.1%
14.8	1	0.1%
13.21	1	0.1%
13.03	1	0.1%
12.42	1	0.1%
12.07	1	0.1%
11.93	1	0.1%

Red blood cell count (×10⁶/µL)
Real number (ℝ)

High correlation

Total RBC count

Distinct	258
Distinct (%)	24.5%
Missing	1
Missing (%)	0.1%
Infinite	0
Infinite (%)	0.0%
Mean	4.6894106

Minimum	2.86
Maximum	7.2
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	16.5 KiB

Quantile statistics

Minimum	2.86
5-th percentile	3.74
Q1	4.32
median	4.68
Q3	5.0325
95-th percentile	5.6545
Maximum	7.2
Range	4.34
Interquartile range (IQR)	0.7125

Descriptive statistics

Standard deviation	0.57637507
Coefficient of variation (CV)	0.12290992
Kurtosis	0.40631493
Mean	4.6894106
Median Absolute Deviation (MAD)	0.36
Skewness	0.073494999
Sum	4933.26
Variance	0.33220822
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
4.98	14	1.3%
4.54	14	1.3%
4.45	14	1.3%
4.58	13	1.2%
4.84	12	1.1%
4.44	12	1.1%
4.88	12	1.1%
4.46	11	1.0%
4.72	11	1.0%
4.6	11	1.0%
Other values (248)	928	88.1%

Value	Count	Frequency (%)
2.86	1	0.1%
2.94	1	0.1%
3.13	2	0.2%
3.18	1	0.1%
3.19	1	0.1%
3.2	1	0.1%
3.22	1	0.1%
3.23	1	0.1%
3.24	1	0.1%
3.29	1	0.1%

Value	Count	Frequency (%)
7.2	1	0.1%
6.59	1	0.1%
6.45	1	0.1%
6.42	1	0.1%
6.36	1	0.1%
6.27	1	0.1%
6.23	1	0.1%
6.14	1	0.1%
6.1	1	0.1%
6.08	1	0.1%

Platelet count (×10³/µL)
Real number (ℝ)

Platelet count

Distinct	306
Distinct (%)	29.1%
Missing	1
Missing (%)	0.1%
Infinite	0
Infinite (%)	0.0%
Mean	265.84791

Minimum	7
Maximum	884
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	16.5 KiB

Quantile statistics

Minimum	7
5-th percentile	160.55
Q1	214
median	258
Q3	303
95-th percentile	409
Maximum	884
Range	877
Interquartile range (IQR)	89

Descriptive statistics

Standard deviation	82.110469
Coefficient of variation (CV)	0.30886257
Kurtosis	5.8713216
Mean	265.84791
Median Absolute Deviation (MAD)	44
Skewness	1.3912982
Sum	279672
Variance	6742.1291
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
261	13	1.2%
216	11	1.0%
240	10	0.9%
287	10	0.9%
212	9	0.9%
266	9	0.9%
222	9	0.9%
244	9	0.9%
219	9	0.9%
281	9	0.9%
Other values (296)	954	90.6%

Value	Count	Frequency (%)
7	1	0.1%
17	1	0.1%
42	1	0.1%
63	1	0.1%
80	1	0.1%
82	1	0.1%
87	1	0.1%
90	1	0.1%
96	1	0.1%
98	2	0.2%

Value	Count	Frequency (%)
884	1	0.1%
751	1	0.1%
676	1	0.1%
652	1	0.1%
619	1	0.1%
575	1	0.1%
552	1	0.1%
549	1	0.1%
544	1	0.1%
542	1	0.1%

mch_pg
Real number (ℝ)

High correlation

Mean corpuscular hemoglobin

Distinct	138
Distinct (%)	13.1%
Missing	1
Missing (%)	0.1%
Infinite	0
Infinite (%)	0.0%
Mean	28.411597

Minimum	16.7
Maximum	34
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	16.5 KiB

Quantile statistics

Minimum	16.7
5-th percentile	23.1
Q1	27.1
median	28.7
Q3	30.3
95-th percentile	32.145
Maximum	34
Range	17.3
Interquartile range (IQR)	3.2

Descriptive statistics

Standard deviation	2.7248789
Coefficient of variation (CV)	0.095907279
Kurtosis	1.4802156
Mean	28.411597
Median Absolute Deviation (MAD)	1.6
Skewness	-0.94437237
Sum	29889
Variance	7.4249653
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
28.6	25	2.4%
29.9	21	2.0%
28.9	21	2.0%
28.8	21	2.0%
27.9	20	1.9%
29.4	20	1.9%
27.5	19	1.8%
27.7	18	1.7%
27.2	18	1.7%
27.3	18	1.7%
Other values (128)	851	80.8%

Value	Count	Frequency (%)
16.7	1	0.1%
17.3	1	0.1%
17.6	1	0.1%
17.8	1	0.1%
17.9	1	0.1%
18.2	1	0.1%
18.4	1	0.1%
18.5	1	0.1%
18.8	1	0.1%
19.7	1	0.1%

Value	Count	Frequency (%)
34	1	0.1%
33.9	1	0.1%
33.8	2	0.2%
33.7	1	0.1%
33.5	3	0.3%
33.4	2	0.2%
33.3	4	0.4%
33.2	1	0.1%
33.1	2	0.2%
33	2	0.2%

mchc_g_dL
Real number (ℝ)

High correlation

Mean corpuscular hemoglobin concentration

Distinct	59
Distinct (%)	5.6%
Missing	1
Missing (%)	0.1%
Infinite	0
Infinite (%)	0.0%
Mean	32.653707

Minimum	28.3
Maximum	35.9
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	16.5 KiB

Quantile statistics

Minimum	28.3
5-th percentile	31.2
Q1	32.2
median	32.7
Q3	33.2
95-th percentile	33.9
Maximum	35.9
Range	7.6
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	0.89265719
Coefficient of variation (CV)	0.027337086
Kurtosis	2.0274307
Mean	32.653707
Median Absolute Deviation (MAD)	0.5
Skewness	-0.58209633
Sum	34351.7
Variance	0.79683686
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
32.6	60	5.7%
32.7	57	5.4%
32.4	54	5.1%
33.1	54	5.1%
33	53	5.0%
33.2	52	4.9%
32.5	51	4.8%
32.8	50	4.7%
32.9	46	4.4%
32.3	44	4.2%
Other values (49)	531	50.4%

Value	Count	Frequency (%)
28.3	1	0.1%
28.6	1	0.1%
28.7	1	0.1%
28.8	1	0.1%
29.3	2	0.2%
29.4	1	0.1%
29.8	1	0.1%
30	2	0.2%
30.2	1	0.1%
30.3	2	0.2%

Value	Count	Frequency (%)
35.9	1	0.1%
35.6	1	0.1%
35.3	1	0.1%
35	2	0.2%
34.9	4	0.4%
34.7	2	0.2%
34.6	1	0.1%
34.5	3	0.3%
34.4	10	0.9%
34.3	3	0.3%

Lymphocyte count (×10⁹/L)
Real number (ℝ)

High correlation

Lymphocyte absolute count

Distinct	295
Distinct (%)	28.0%
Missing	1
Missing (%)	0.1%
Infinite	0
Infinite (%)	0.0%
Mean	1.8269962

Minimum	0.21
Maximum	9.94
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	16.5 KiB

Quantile statistics

Minimum	0.21
5-th percentile	0.81
Q1	1.3
median	1.73
Q3	2.24
95-th percentile	3.1645
Maximum	9.94
Range	9.73
Interquartile range (IQR)	0.94

Descriptive statistics

Standard deviation	0.77925427
Coefficient of variation (CV)	0.42652211
Kurtosis	12.036719
Mean	1.8269962
Median Absolute Deviation (MAD)	0.47
Skewness	1.8291566
Sum	1922
Variance	0.60723721
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.82	11	1.0%
1.59	11	1.0%
1.58	11	1.0%
1.8	11	1.0%
1.53	11	1.0%
1.33	11	1.0%
1.93	11	1.0%
1.66	10	0.9%
1.61	10	0.9%
1.44	10	0.9%
Other values (285)	945	89.7%

Value	Count	Frequency (%)
0.21	1	0.1%
0.22	1	0.1%
0.25	1	0.1%
0.27	1	0.1%
0.33	1	0.1%
0.37	2	0.2%
0.45	1	0.1%
0.46	3	0.3%
0.47	1	0.1%
0.49	1	0.1%

Value	Count	Frequency (%)
9.94	1	0.1%
5.92	1	0.1%
5.32	1	0.1%
4.73	1	0.1%
4.68	1	0.1%
4.21	1	0.1%
4.2	1	0.1%
4.16	1	0.1%
4.14	1	0.1%
4.11	1	0.1%

Neutrophil count (×10⁹/L)
Real number (ℝ)

High correlation

Neutrophil absolute count

Distinct	393
Distinct (%)	37.5%
Missing	6
Missing (%)	0.6%
Infinite	0
Infinite (%)	0.0%
Mean	2.7616619

Minimum	0.19
Maximum	9.31
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	16.5 KiB

Quantile statistics

Minimum	0.19
5-th percentile	1.25
Q1	1.88
median	2.52
Q3	3.35
95-th percentile	5.311
Maximum	9.31
Range	9.12
Interquartile range (IQR)	1.47

Descriptive statistics

Standard deviation	1.2519029
Coefficient of variation (CV)	0.45331506
Kurtosis	2.9788724
Mean	2.7616619
Median Absolute Deviation (MAD)	0.68
Skewness	1.4142769
Sum	2891.46
Variance	1.5672609
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2.66	8	0.8%
1.85	8	0.8%
3.72	8	0.8%
2.64	8	0.8%
2.36	8	0.8%
2.71	7	0.7%
2.49	7	0.7%
2.2	7	0.7%
2.15	7	0.7%
1.93	7	0.7%
Other values (383)	972	92.3%

Value	Count	Frequency (%)
0.19	1	0.1%
0.65	2	0.2%
0.72	1	0.1%
0.81	1	0.1%
0.86	2	0.2%
0.9	1	0.1%
0.92	2	0.2%
0.96	2	0.2%
0.99	2	0.2%
1	1	0.1%

Value	Count	Frequency (%)
9.31	1	0.1%
9.17	1	0.1%
8.52	1	0.1%
8.07	1	0.1%
7.96	1	0.1%
7.66	1	0.1%
7.43	1	0.1%
7.4	1	0.1%
7	1	0.1%
6.99	1	0.1%

Monocyte count (×10⁹/L)
Real number (ℝ)

High correlation

Monocyte absolute count

Distinct	96
Distinct (%)	9.1%
Missing	1
Missing (%)	0.1%
Infinite	0
Infinite (%)	0.0%
Mean	0.4538308

Minimum	0.11
Maximum	2.12
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	16.5 KiB

Quantile statistics

Minimum	0.11
5-th percentile	0.22
Q1	0.33
median	0.42
Q3	0.54
95-th percentile	0.79
Maximum	2.12
Range	2.01
Interquartile range (IQR)	0.21

Descriptive statistics

Standard deviation	0.19087226
Coefficient of variation (CV)	0.42058022
Kurtosis	10.270507
Mean	0.4538308
Median Absolute Deviation (MAD)	0.1
Skewness	2.0631299
Sum	477.43
Variance	0.036432219
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.43	33	3.1%
0.34	33	3.1%
0.41	32	3.0%
0.4	31	2.9%
0.38	30	2.8%
0.36	30	2.8%
0.35	29	2.8%
0.48	29	2.8%
0.29	28	2.7%
0.46	28	2.7%
Other values (86)	749	71.1%

Value	Count	Frequency (%)
0.11	4	0.4%
0.12	2	0.2%
0.14	3	0.3%
0.15	4	0.4%
0.16	3	0.3%
0.17	1	0.1%
0.18	6	0.6%
0.19	4	0.4%
0.2	6	0.6%
0.21	12	1.1%

Value	Count	Frequency (%)
2.12	1	0.1%
1.84	1	0.1%
1.54	1	0.1%
1.47	1	0.1%
1.42	1	0.1%
1.18	1	0.1%
1.17	1	0.1%
1.08	1	0.1%
1.07	2	0.2%
1.04	1	0.1%

Eosinophil count (×10⁹/L)
Real number (ℝ)

Zeros

Eosinophil absolute count

Distinct	88
Distinct (%)	8.4%
Missing	1
Missing (%)	0.1%
Infinite	0
Infinite (%)	0.0%
Mean	0.14214829

Minimum	0
Maximum	3.16
Zeros	47
Zeros (%)	4.5%
Negative	0
Negative (%)	0.0%
Memory size	16.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0.01
Q1	0.03
median	0.075
Q3	0.16
95-th percentile	0.51
Maximum	3.16
Range	3.16
Interquartile range (IQR)	0.13

Descriptive statistics

Standard deviation	0.22564749
Coefficient of variation (CV)	1.5874091
Kurtosis	44.797394
Mean	0.14214829
Median Absolute Deviation (MAD)	0.055
Skewness	5.3004426
Sum	149.54
Variance	0.050916789
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.01	87	8.3%
0.02	85	8.1%
0.03	70	6.6%
0.07	62	5.9%
0.04	59	5.6%
0.06	59	5.6%
0.05	57	5.4%
0	47	4.5%
0.08	44	4.2%
0.12	40	3.8%
Other values (78)	442	42.0%

Value	Count	Frequency (%)
0	47	4.5%
0.01	87	8.3%
0.02	85	8.1%
0.03	70	6.6%
0.04	59	5.6%
0.05	57	5.4%
0.06	59	5.6%
0.07	62	5.9%
0.08	44	4.2%
0.09	37	3.5%

Value	Count	Frequency (%)
3.16	1	0.1%
1.89	1	0.1%
1.75	2	0.2%
1.57	1	0.1%
1.51	1	0.1%
1.48	1	0.1%
1.35	1	0.1%
1.25	1	0.1%
1.23	2	0.2%
1.15	1	0.1%

Basophil count (×10⁹/L)
Real number (ℝ)

Zeros

Basophil absolute count

Distinct	15
Distinct (%)	1.4%
Missing	1
Missing (%)	0.1%
Infinite	0
Infinite (%)	0.0%
Mean	0.024030418

Minimum	0
Maximum	0.21
Zeros	122
Zeros (%)	11.6%
Negative	0
Negative (%)	0.0%
Memory size	16.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0.01
median	0.02
Q3	0.03
95-th percentile	0.05
Maximum	0.21
Range	0.21
Interquartile range (IQR)	0.02

Descriptive statistics

Standard deviation	0.019359659
Coefficient of variation (CV)	0.80563139
Kurtosis	13.357364
Mean	0.024030418
Median Absolute Deviation (MAD)	0.01
Skewness	2.4211104
Sum	25.28
Variance	0.00037479641
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=15)

Value	Count	Frequency (%)
0.02	293	27.8%
0.03	217	20.6%
0.01	217	20.6%
0	122	11.6%
0.04	100	9.5%
0.05	51	4.8%
0.06	19	1.8%
0.07	12	1.1%
0.09	6	0.6%
0.08	5	0.5%
Other values (5)	10	0.9%

Value	Count	Frequency (%)
0	122	11.6%
0.01	217	20.6%
0.02	293	27.8%
0.03	217	20.6%
0.04	100	9.5%
0.05	51	4.8%
0.06	19	1.8%
0.07	12	1.1%
0.08	5	0.5%
0.09	6	0.6%

Value	Count	Frequency (%)
0.21	1	0.1%
0.16	1	0.1%
0.13	2	0.2%
0.11	4	0.4%
0.1	2	0.2%
0.09	6	0.6%
0.08	5	0.5%
0.07	12	1.1%
0.06	19	1.8%
0.05	51	4.8%

cd4_correction_applied
Categorical

Constant

Quality flag: CD4 corrections applied

Distinct	1
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	61.7 KiB

0.0	1053

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	3159
Distinct characters	2
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0.0
2nd row	0.0
3rd row	0.0
4th row	0.0
5th row	0.0

Common Values

Value	Count	Frequency (%)
0.0	1053	100.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0.0	1053	100.0%

Most occurring characters

Value	Count	Frequency (%)
0	2106	66.7%
.	1053	33.3%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	2106	66.7%
Other Punctuation	1053	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	2106	100.0%

Other Punctuation

Value	Count	Frequency (%)
.	1053	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	3159	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	2106	66.7%
.	1053	33.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	3159	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	2106	66.7%
.	1053	33.3%

final_comprehensive_fix_applied
Categorical

Constant

Quality flag: Comprehensive corrections applied

Distinct	1
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	61.7 KiB

1.0	1053

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	3159
Distinct characters	3
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1.0
2nd row	1.0
3rd row	1.0
4th row	1.0
5th row	1.0

Common Values

Value	Count	Frequency (%)
1.0	1053	100.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1.0	1053	100.0%

Most occurring characters

Value	Count	Frequency (%)
1	1053	33.3%
.	1053	33.3%
0	1053	33.3%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	2106	66.7%
Other Punctuation	1053	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
1	1053	50.0%
0	1053	50.0%

Other Punctuation

Value	Count	Frequency (%)
.	1053	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	3159	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
1	1053	33.3%
.	1053	33.3%
0	1053	33.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	3159	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
1	1053	33.3%
.	1053	33.3%
0	1053	33.3%

waist_circ_unit_correction_applied
Boolean

Constant

Quality flag: Waist circumference unit corrected

Distinct	1
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	9.3 KiB

False	1053

Value	Count	Frequency (%)
False	1053	100.0%

sa_biomarker_standards
Categorical

Constant

South African biomarker reference standards applied

Distinct	1
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	61.7 KiB

1.0	1053

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	3159
Distinct characters	3
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1.0
2nd row	1.0
3rd row	1.0
4th row	1.0
5th row	1.0

Common Values

Value	Count	Frequency (%)
1.0	1053	100.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1.0	1053	100.0%

Most occurring characters

Value	Count	Frequency (%)
1	1053	33.3%
.	1053	33.3%
0	1053	33.3%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	2106	66.7%
Other Punctuation	1053	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
1	1053	50.0%
0	1053	50.0%

Other Punctuation

Value	Count	Frequency (%)
.	1053	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	3159	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
1	1053	33.3%
.	1053	33.3%
0	1053	33.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	3159	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
1	1053	33.3%
.	1053	33.3%
0	1053	33.3%

climate_daily_mean_temp
Real number (ℝ)

High correlation

Daily mean temperature

Distinct	17
Distinct (%)	1.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	15.561754

Minimum	11.215
Maximum	20.448
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	16.5 KiB

Quantile statistics

Minimum	11.215
5-th percentile	11.215
Q1	13.247
median	15.298
Q3	18.567
95-th percentile	20.448
Maximum	20.448
Range	9.233
Interquartile range (IQR)	5.32

Descriptive statistics

Standard deviation	3.1473627
Coefficient of variation (CV)	0.20224987
Kurtosis	-1.3532273
Mean	15.561754
Median Absolute Deviation (MAD)	2.491
Skewness	0.21908974
Sum	16386.527
Variance	9.905892
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=17)

Value	Count	Frequency (%)
13.439	126	12.0%
20.056	110	10.4%
18.567	93	8.8%
15.298	91	8.6%
11.285	88	8.4%
13.167	86	8.2%
11.215	81	7.7%
16.504	72	6.8%
20.448	61	5.8%
13.247	59	5.6%
Other values (7)	186	17.7%

Value	Count	Frequency (%)
11.215	81	7.7%
11.285	88	8.4%
13.167	86	8.2%
13.247	59	5.6%
13.439	126	12.0%
13.734	6	0.6%
14.056	27	2.6%
14.301	38	3.6%
14.83	13	1.2%
15.298	91	8.6%

Value	Count	Frequency (%)
20.448	61	5.8%
20.056	110	10.4%
19.739	12	1.1%
19.633	44	4.2%
18.567	93	8.8%
17.789	46	4.4%
16.504	72	6.8%
15.298	91	8.6%
14.83	13	1.2%
14.301	38	3.6%

climate_daily_max_temp
Real number (ℝ)

High correlation

Daily maximum temperature

Distinct	17
Distinct (%)	1.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	21.97633

Minimum	15.722
Maximum	26.904
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	16.5 KiB

Quantile statistics

Minimum	15.722
5-th percentile	17.385
Q1	19.286
median	22.913
Q3	25.104
95-th percentile	25.493
Maximum	26.904
Range	11.182
Interquartile range (IQR)	5.818

Descriptive statistics

Standard deviation	2.9325139
Coefficient of variation (CV)	0.13343966
Kurtosis	-1.1593326
Mean	21.97633
Median Absolute Deviation (MAD)	2.438
Skewness	-0.22422004
Sum	23141.075
Variance	8.599638
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=17)

Value	Count	Frequency (%)
19.286	126	12.0%
25.493	110	10.4%
23.032	93	8.8%
22.913	91	8.6%
18.812	88	8.4%
20.819	86	8.2%
17.385	81	7.7%
25.351	72	6.8%
25.312	61	5.8%
20.81	59	5.6%
Other values (7)	186	17.7%

Value	Count	Frequency (%)
15.722	27	2.6%
17.385	81	7.7%
18.812	88	8.4%
19.286	126	12.0%
19.477	13	1.2%
20.81	59	5.6%
20.819	86	8.2%
21.664	6	0.6%
22.079	38	3.6%
22.913	91	8.6%

Value	Count	Frequency (%)
26.904	12	1.1%
25.493	110	10.4%
25.351	72	6.8%
25.312	61	5.8%
25.104	46	4.4%
25.097	44	4.2%
23.032	93	8.8%
22.913	91	8.6%
22.079	38	3.6%
21.664	6	0.6%

climate_daily_min_temp
Real number (ℝ)

High correlation

Daily minimum temperature

Distinct	17
Distinct (%)	1.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	9.7010076

Minimum	4.536
Maximum	16.914
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	16.5 KiB

Quantile statistics

Minimum	4.536
5-th percentile	4.536
Q1	6.622
median	8.121
Q3	14.389
95-th percentile	16.914
Maximum	16.914
Range	12.378
Interquartile range (IQR)	7.767

Descriptive statistics

Standard deviation	4.2586607
Coefficient of variation (CV)	0.43899158
Kurtosis	-1.2921288
Mean	9.7010076
Median Absolute Deviation (MAD)	3.4
Skewness	0.50830913
Sum	10215.161
Variance	18.136191
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=17)

Value	Count	Frequency (%)
6.622	126	12.0%
16.914	110	10.4%
15.349	93	8.8%
8.351	91	8.6%
4.536	88	8.4%
8.121	86	8.2%
6.626	81	7.7%
6.121	72	6.8%
14.389	61	5.8%
4.721	59	5.6%
Other values (7)	186	17.7%

Value	Count	Frequency (%)
4.536	88	8.4%
4.721	59	5.6%
5.53	6	0.6%
6.121	72	6.8%
6.622	126	12.0%
6.626	81	7.7%
7.16	38	3.6%
8.121	86	8.2%
8.351	91	8.6%
10.187	12	1.1%

Value	Count	Frequency (%)
16.914	110	10.4%
15.349	93	8.8%
14.922	44	4.2%
14.389	61	5.8%
12.391	27	2.6%
11.883	46	4.4%
10.488	13	1.2%
10.187	12	1.1%
8.351	91	8.6%
8.121	86	8.2%

climate_temp_anomaly
Real number (ℝ)

High correlation

Temperature anomaly from baseline

Distinct	17
Distinct (%)	1.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5.6150627

Minimum	-3.11
Maximum	9.491
Zeros	0
Zeros (%)	0.0%
Negative	27
Negative (%)	2.6%
Memory size	16.5 KiB

Quantile statistics

Minimum	-3.11
5-th percentile	1.389
Q1	4.429
median	5.917
Q3	7.251
95-th percentile	7.846
Maximum	9.491
Range	12.601
Interquartile range (IQR)	2.822

Descriptive statistics

Standard deviation	2.2579816
Coefficient of variation (CV)	0.40212936
Kurtosis	3.8005294
Mean	5.6150627
Median Absolute Deviation (MAD)	1.334
Skewness	-1.7706503
Sum	5912.661
Variance	5.0984809
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=17)

Value	Count	Frequency (%)
7.093	126	12.0%
4.429	110	10.4%
3.08	93	8.8%
5.899	91	8.6%
7.251	88	8.4%
7.413	86	8.2%
5.917	81	7.7%
7.846	72	6.8%
5.377	61	5.8%
1.389	59	5.6%
Other values (7)	186	17.7%

Value	Count	Frequency (%)
-3.11	27	2.6%
1.389	59	5.6%
3.08	93	8.8%
4.005	13	1.2%
4.429	110	10.4%
5.377	61	5.8%
5.899	91	8.6%
5.917	81	7.7%
6.544	38	3.6%
6.775	44	4.2%

Value	Count	Frequency (%)
9.491	6	0.6%
7.846	72	6.8%
7.7	12	1.1%
7.413	86	8.2%
7.251	88	8.4%
7.093	126	12.0%
6.838	46	4.4%
6.775	44	4.2%
6.544	38	3.6%
5.917	81	7.7%

climate_heat_day_p90
Categorical

Constant

Heat day indicator (>90th percentile)

Distinct	1
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	61.7 KiB

0.0	1053

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	3159
Distinct characters	2
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0.0
2nd row	0.0
3rd row	0.0
4th row	0.0
5th row	0.0

Common Values

Value	Count	Frequency (%)
0.0	1053	100.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0.0	1053	100.0%

Most occurring characters

Value	Count	Frequency (%)
0	2106	66.7%
.	1053	33.3%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	2106	66.7%
Other Punctuation	1053	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	2106	100.0%

Other Punctuation

Value	Count	Frequency (%)
.	1053	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	3159	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	2106	66.7%
.	1053	33.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	3159	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	2106	66.7%
.	1053	33.3%

climate_heat_day_p95
Categorical

Constant

Heat day indicator (>95th percentile)

Distinct	1
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	61.7 KiB

0.0	1053

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	3159
Distinct characters	2
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0.0
2nd row	0.0
3rd row	0.0
4th row	0.0
5th row	0.0

Common Values

Value	Count	Frequency (%)
0.0	1053	100.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0.0	1053	100.0%

Most occurring characters

Value	Count	Frequency (%)
0	2106	66.7%
.	1053	33.3%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	2106	66.7%
Other Punctuation	1053	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	2106	100.0%

Other Punctuation

Value	Count	Frequency (%)
.	1053	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	3159	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	2106	66.7%
.	1053	33.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	3159	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	2106	66.7%
.	1053	33.3%

climate_heat_stress_index
Real number (ℝ)

High correlation

Heat stress index

Distinct	17
Distinct (%)	1.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	16.935821

Minimum	10.742
Maximum	23.6
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	16.5 KiB

Quantile statistics

Minimum	10.742
5-th percentile	13.476
Q1	13.864
median	16.598
Q3	19.468
95-th percentile	22.279
Maximum	23.6
Range	12.858
Interquartile range (IQR)	5.604

Descriptive statistics

Standard deviation	2.9671094
Coefficient of variation (CV)	0.17519726
Kurtosis	-0.89614382
Mean	16.935821
Median Absolute Deviation (MAD)	2.816
Skewness	0.18692715
Sum	17833.419
Variance	8.8037382
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=17)

Value	Count	Frequency (%)
15.87	126	12.0%
19.907	110	10.4%
19.468	93	8.8%
13.782	91	8.6%
13.864	88	8.4%
15.408	86	8.2%
13.476	81	7.7%
19.354	72	6.8%
22.279	61	5.8%
16.676	59	5.6%
Other values (7)	186	17.7%

Value	Count	Frequency (%)
10.742	27	2.6%
13.476	81	7.7%
13.49	13	1.2%
13.782	91	8.6%
13.864	88	8.4%
15.408	86	8.2%
15.87	126	12.0%
16.598	46	4.4%
16.676	59	5.6%
17.471	38	3.6%

Value	Count	Frequency (%)
23.6	12	1.1%
22.279	61	5.8%
21.03	44	4.2%
19.907	110	10.4%
19.468	93	8.8%
19.354	72	6.8%
17.491	6	0.6%
17.471	38	3.6%
16.676	59	5.6%
16.598	46	4.4%

climate_season
Categorical

High correlation

Season

Distinct	4
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Memory size	64.8 KiB

Summer	303
Winter	295
Autumn	233
Spring	222

Length

Max length	6
Median length	6
Mean length	6
Min length	6

Characters and Unicode

Total characters	6318
Distinct characters	12
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Summer
2nd row	Summer
3rd row	Summer
4th row	Summer
5th row	Summer

Common Values

Value	Count	Frequency (%)
Summer	303	28.8%
Winter	295	28.0%
Autumn	233	22.1%
Spring	222	21.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
summer	303	28.8%
winter	295	28.0%
autumn	233	22.1%
spring	222	21.1%

Most occurring characters

Value	Count	Frequency (%)
m	839	13.3%
r	820	13.0%
u	769	12.2%
n	750	11.9%
e	598	9.5%
t	528	8.4%
S	525	8.3%
i	517	8.2%
W	295	4.7%
A	233	3.7%
Other values (2)	444	7.0%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	5265	83.3%
Uppercase Letter	1053	16.7%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
m	839	15.9%
r	820	15.6%
u	769	14.6%
n	750	14.2%
e	598	11.4%
t	528	10.0%
i	517	9.8%
p	222	4.2%
g	222	4.2%

Uppercase Letter

Value	Count	Frequency (%)
S	525	49.9%
W	295	28.0%
A	233	22.1%

Most occurring scripts

Value	Count	Frequency (%)
Latin	6318	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
m	839	13.3%
r	820	13.0%
u	769	12.2%
n	750	11.9%
e	598	9.5%
t	528	8.4%
S	525	8.3%
i	517	8.2%
W	295	4.7%
A	233	3.7%
Other values (2)	444	7.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	6318	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
m	839	13.3%
r	820	13.0%
u	769	12.2%
n	750	11.9%
e	598	9.5%
t	528	8.4%
S	525	8.3%
i	517	8.2%
W	295	4.7%
A	233	3.7%
Other values (2)	444	7.0%

Interactions

Correlations

	Age (at enrolment)	BMI (kg/m²)	Basophil count (×10⁹/L)	CD4 cell count (cells/µL)	Eosinophil count (×10⁹/L)	HIV viral load (copies/mL)	Hematocrit (%)	Lymphocyte count (×10⁹/L)	Monocyte count (×10⁹/L)	Neutrophil count (×10⁹/L)	Platelet count (×10³/µL)	Red blood cell count (×10⁶/µL)	Sex	White blood cell count (×10³/µL)	body_temperature_celsius	climate_daily_max_temp	climate_daily_mean_temp	climate_daily_min_temp	climate_heat_stress_index	climate_season	climate_temp_anomaly	diastolic_bp_mmHg	heart_rate_bpm	height_m	hemoglobin_g_dL	mch_pg	mchc_g_dL	systolic_bp_mmHg	weight_kg
Age (at enrolment)	1.000	0.163	0.009	-0.161	0.004	0.054	-0.080	-0.111	-0.035	-0.106	-0.055	-0.114	0.142	-0.131	0.013	0.044	0.051	0.088	0.040	0.020	-0.024	0.314	0.034	0.103	-0.072	0.051	0.020	0.277	0.231
BMI (kg/m²)	0.163	1.000	0.012	0.087	0.004	-0.141	-0.121	0.126	0.063	0.055	0.095	-0.098	0.363	0.088	0.045	0.040	0.056	0.075	0.078	0.023	-0.045	0.200	0.120	-0.360	-0.111	-0.011	-0.000	0.132	0.800
Basophil count (×10⁹/L)	0.009	0.012	1.000	0.118	0.174	-0.144	0.075	0.390	0.236	0.183	0.151	0.056	0.000	0.349	0.002	-0.069	-0.098	-0.073	-0.094	0.101	0.120	-0.005	-0.030	-0.015	0.066	0.021	-0.027	0.010	0.003
CD4 cell count (cells/µL)	-0.161	0.087	0.118	1.000	-0.019	-0.507	0.174	0.182	-0.054	0.164	0.065	0.123	0.072	0.179	-0.100	0.015	0.025	0.015	0.022	0.000	0.009	-0.005	-0.206	-0.081	0.170	0.105	0.034	0.006	0.051
Eosinophil count (×10⁹/L)	0.004	0.004	0.174	-0.019	1.000	0.055	0.053	0.125	0.079	-0.035	0.002	0.016	0.037	0.115	-0.091	0.036	0.009	0.010	0.024	0.000	0.026	-0.043	-0.098	0.051	0.052	0.054	0.009	-0.012	0.032
HIV viral load (copies/mL)	0.054	-0.141	-0.144	-0.507	0.055	1.000	-0.093	-0.246	0.072	-0.077	-0.061	-0.085	0.052	-0.139	0.081	-0.065	-0.077	-0.047	-0.077	0.000	-0.014	-0.028	0.192	0.061	-0.090	-0.003	0.032	-0.079	-0.114
Hematocrit (%)	-0.080	-0.121	0.075	0.174	0.053	-0.093	1.000	0.107	0.028	0.050	-0.221	0.814	0.568	0.088	-0.073	-0.054	-0.045	-0.027	-0.062	0.040	-0.071	0.107	-0.306	0.346	0.979	0.333	0.230	0.171	0.087
Lymphocyte count (×10⁹/L)	-0.111	0.126	0.390	0.182	0.125	-0.246	0.107	1.000	0.357	0.190	0.138	0.070	0.067	0.624	-0.026	-0.031	-0.037	-0.006	-0.040	0.030	0.026	0.027	-0.057	-0.069	0.102	0.069	-0.005	0.015	0.097
Monocyte count (×10⁹/L)	-0.035	0.063	0.236	-0.054	0.079	0.072	0.028	0.357	1.000	0.439	0.152	0.018	0.000	0.603	0.158	-0.012	-0.037	-0.024	-0.040	0.000	0.036	0.033	0.118	-0.012	0.025	0.005	-0.026	0.062	0.061
Neutrophil count (×10⁹/L)	-0.106	0.055	0.183	0.164	-0.035	-0.077	0.050	0.190	0.439	1.000	0.255	0.051	0.000	0.837	0.104	-0.041	-0.047	-0.015	-0.054	0.022	0.021	-0.034	0.121	-0.067	0.051	-0.015	-0.029	0.011	0.016
Platelet count (×10³/µL)	-0.055	0.095	0.151	0.065	0.002	-0.061	-0.221	0.138	0.152	0.255	1.000	-0.166	0.174	0.258	0.025	0.005	0.017	0.008	0.023	0.051	0.038	-0.086	0.161	-0.162	-0.227	-0.138	-0.137	-0.089	-0.010
Red blood cell count (×10⁶/µL)	-0.114	-0.098	0.056	0.123	0.016	-0.085	0.814	0.070	0.018	0.051	-0.166	1.000	0.471	0.073	-0.073	-0.053	-0.054	-0.041	-0.064	0.046	-0.009	0.097	-0.240	0.303	0.756	-0.189	-0.031	0.168	0.082
Sex	0.142	0.363	0.000	0.072	0.037	0.052	0.568	0.067	0.000	0.000	0.174	0.471	1.000	0.017	0.000	0.000	0.036	0.000	0.054	0.050	0.026	0.036	0.301	0.586	0.567	0.177	0.173	0.197	0.159
White blood cell count (×10³/µL)	-0.131	0.088	0.349	0.179	0.115	-0.139	0.088	0.624	0.603	0.837	0.258	0.073	0.017	1.000	0.092	-0.047	-0.057	-0.018	-0.064	0.000	0.034	-0.009	0.075	-0.066	0.085	0.019	-0.025	0.029	0.055
body_temperature_celsius	0.013	0.045	0.002	-0.100	-0.091	0.081	-0.073	-0.026	0.158	0.104	0.025	-0.073	0.000	0.092	1.000	0.135	0.148	0.126	0.085	0.096	-0.154	-0.010	0.246	-0.058	-0.078	-0.029	-0.021	-0.018	0.023
climate_daily_max_temp	0.044	0.040	-0.069	0.015	0.036	-0.065	-0.054	-0.031	-0.012	-0.041	0.005	-0.053	0.000	-0.047	0.135	1.000	0.887	0.618	0.805	0.686	-0.123	-0.015	0.012	-0.095	-0.062	-0.028	-0.091	-0.036	-0.007
climate_daily_mean_temp	0.051	0.056	-0.098	0.025	0.009	-0.077	-0.045	-0.037	-0.037	-0.047	0.017	-0.054	0.036	-0.057	0.148	0.887	1.000	0.765	0.818	0.740	-0.380	-0.015	0.019	-0.141	-0.056	-0.014	-0.119	-0.038	-0.017
climate_daily_min_temp	0.088	0.075	-0.073	0.015	0.010	-0.047	-0.027	-0.006	-0.024	-0.015	0.008	-0.041	0.000	-0.018	0.126	0.618	0.765	1.000	0.495	0.810	-0.555	0.016	-0.019	-0.162	-0.045	-0.013	-0.137	-0.018	-0.016
climate_heat_stress_index	0.040	0.078	-0.094	0.022	0.024	-0.077	-0.062	-0.040	-0.040	-0.054	0.023	-0.064	0.054	-0.064	0.085	0.805	0.818	0.495	1.000	0.660	-0.191	-0.016	0.009	-0.150	-0.073	-0.032	-0.126	-0.015	-0.006
climate_season	0.020	0.023	0.101	0.000	0.000	0.000	0.040	0.030	0.000	0.022	0.051	0.046	0.050	0.000	0.096	0.686	0.740	0.810	0.660	1.000	0.628	0.062	0.078	0.133	0.000	0.099	0.177	0.028	0.045
climate_temp_anomaly	-0.024	-0.045	0.120	0.009	0.026	-0.014	-0.071	0.026	0.036	0.021	0.038	-0.009	0.026	0.034	-0.154	-0.123	-0.380	-0.555	-0.191	0.628	1.000	-0.004	0.012	0.122	-0.068	-0.092	-0.006	0.018	0.017
diastolic_bp_mmHg	0.314	0.200	-0.005	-0.005	-0.043	-0.028	0.107	0.027	0.033	-0.034	-0.086	0.097	0.036	-0.009	-0.010	-0.015	-0.015	0.016	-0.016	0.062	-0.004	1.000	0.017	0.126	0.114	0.045	0.064	0.712	0.275
heart_rate_bpm	0.034	0.120	-0.030	-0.206	-0.098	0.192	-0.306	-0.057	0.118	0.121	0.161	-0.240	0.301	0.075	0.246	0.012	0.019	-0.019	0.009	0.078	0.012	0.017	1.000	-0.161	-0.302	-0.142	-0.075	-0.104	0.029
height_m	0.103	-0.360	-0.015	-0.081	0.051	0.061	0.346	-0.069	-0.012	-0.067	-0.162	0.303	0.586	-0.066	-0.058	-0.095	-0.141	-0.162	-0.150	0.133	0.122	0.126	-0.161	1.000	0.341	0.087	0.083	0.211	0.228
hemoglobin_g_dL	-0.072	-0.111	0.066	0.170	0.052	-0.090	0.979	0.102	0.025	0.051	-0.227	0.756	0.567	0.085	-0.078	-0.062	-0.056	-0.045	-0.073	0.000	-0.068	0.114	-0.302	0.341	1.000	0.436	0.392	0.177	0.096
mch_pg	0.051	-0.011	0.021	0.105	0.054	-0.003	0.333	0.069	0.005	-0.015	-0.138	-0.189	0.177	0.019	-0.029	-0.028	-0.014	-0.013	-0.032	0.099	-0.092	0.045	-0.142	0.087	0.436	1.000	0.679	0.040	0.047
mchc_g_dL	0.020	-0.000	-0.027	0.034	0.009	0.032	0.230	-0.005	-0.026	-0.029	-0.137	-0.031	0.173	-0.025	-0.021	-0.091	-0.119	-0.137	-0.126	0.177	-0.006	0.064	-0.075	0.083	0.392	0.679	1.000	0.065	0.049
systolic_bp_mmHg	0.277	0.132	0.010	0.006	-0.012	-0.079	0.171	0.015	0.062	0.011	-0.089	0.168	0.197	0.029	-0.018	-0.036	-0.038	-0.018	-0.015	0.028	0.018	0.712	-0.104	0.211	0.177	0.040	0.065	1.000	0.261
weight_kg	0.231	0.800	0.003	0.051	0.032	-0.114	0.087	0.097	0.061	0.016	-0.010	0.082	0.159	0.055	0.023	-0.007	-0.017	-0.016	-0.006	0.045	0.017	0.275	0.029	0.228	0.096	0.047	0.049	0.261	1.000

Missing values

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

Sample

	study_source	Age (at enrolment)	Sex	primary_date	BMI (kg/m²)	weight_kg	height_m	systolic_bp_mmHg	diastolic_bp_mmHg	heart_rate_bpm	body_temperature_celsius	CD4 cell count (cells/µL)	HIV viral load (copies/mL)	Hematocrit (%)	hemoglobin_g_dL	White blood cell count (×10³/µL)	Red blood cell count (×10⁶/µL)	Platelet count (×10³/µL)	mch_pg	mchc_g_dL	Lymphocyte count (×10⁹/L)	Neutrophil count (×10⁹/L)	Monocyte count (×10⁹/L)	Eosinophil count (×10⁹/L)	Basophil count (×10⁹/L)	final_comprehensive_fix_applied	waist_circ_unit_correction_applied	sa_biomarker_standards	climate_daily_mean_temp	climate_daily_max_temp	climate_daily_min_temp	climate_temp_anomaly	climate_heat_stress_index	climate_season
2162	JHB_Ezin_002	30.0	Male	2017-01-17	23.916239	66.7	1.67	133.0	82.0	61.0	36.7	35.06	641.0	46.0	14.8	5.89	5.62	294.0	26.3	31.9	1.83	3.60	0.37	0.06	0.02	1.0	False	1.0	19.739	26.904	10.187	7.700	23.600	Summer
2163	JHB_Ezin_002	34.0	Male	2017-01-23	27.645308	77.1	1.67	130.0	84.0	60.0	36.1	28.02	3851.0	43.0	14.3	2.90	4.84	261.0	29.5	32.9	1.26	1.36	0.24	0.02	0.02	1.0	False	1.0	19.739	26.904	10.187	7.700	23.600	Summer
2164	JHB_Ezin_002	44.0	Male	2017-01-19	23.836248	80.7	1.84	131.0	83.0	68.0	36.1	25.75	8961.0	50.0	16.6	4.50	5.46	216.0	30.4	33.0	2.07	1.79	0.45	0.10	0.09	1.0	False	1.0	19.739	26.904	10.187	7.700	23.600	Summer
2165	JHB_Ezin_002	25.0	Female	2017-01-19	45.289256	123.3	1.65	119.0	67.0	74.0	36.4	25.85	903.0	38.0	12.1	5.70	4.56	281.0	26.5	31.4	2.33	2.82	0.44	0.06	0.04	1.0	False	1.0	19.739	26.904	10.187	7.700	23.600	Summer
2166	JHB_Ezin_002	20.0	Female	2017-01-24	28.664018	74.3	1.61	114.0	71.0	82.0	36.1	12.48	15081.0	37.0	12.0	5.55	4.10	188.0	29.4	32.6	1.97	1.77	0.42	1.35	0.03	1.0	False	1.0	19.739	26.904	10.187	7.700	23.600	Summer
2167	JHB_Ezin_002	33.0	Female	2017-01-30	30.859375	79.0	1.60	138.0	84.0	81.0	36.2	32.59	680.0	40.0	13.5	5.67	4.45	239.0	30.4	33.6	1.66	3.32	0.56	0.11	0.03	1.0	False	1.0	19.739	26.904	10.187	7.700	23.600	Summer
2168	JHB_Ezin_002	23.0	Female	2017-02-01	20.870053	52.1	1.58	96.0	67.0	86.0	37.0	41.45	12806.0	42.0	14.0	3.90	4.93	238.0	28.4	33.0	1.19	2.46	0.20	0.04	0.00	1.0	False	1.0	20.448	25.312	14.389	5.377	22.279	Summer
2169	JHB_Ezin_002	30.0	Female	2017-01-24	23.555556	53.0	1.50	103.0	58.0	81.0	36.8	8.81	179182.0	31.0	10.1	2.19	3.75	266.0	27.0	32.8	0.71	1.12	0.27	0.07	0.03	1.0	False	1.0	19.739	26.904	10.187	7.700	23.600	Summer
2170	JHB_Ezin_002	23.0	Female	2017-01-24	31.953125	81.8	1.60	106.0	78.0	63.0	36.1	25.40	10611.0	33.0	10.7	3.01	4.37	260.0	24.5	32.2	1.09	1.52	0.32	0.06	0.02	1.0	False	1.0	19.739	26.904	10.187	7.700	23.600	Summer
2171	JHB_Ezin_002	20.0	Female	2017-02-01	18.850387	50.7	1.64	108.0	61.0	81.0	36.1	17.89	443901.0	37.0	11.6	3.62	4.35	154.0	26.7	31.6	2.68	0.65	0.29	0.00	0.00	1.0	False	1.0	20.448	25.312	14.389	5.377	22.279	Summer

	study_source	Age (at enrolment)	Sex	primary_date	BMI (kg/m²)	weight_kg	height_m	systolic_bp_mmHg	diastolic_bp_mmHg	heart_rate_bpm	body_temperature_celsius	CD4 cell count (cells/µL)	HIV viral load (copies/mL)	Hematocrit (%)	hemoglobin_g_dL	White blood cell count (×10³/µL)	Red blood cell count (×10⁶/µL)	Platelet count (×10³/µL)	mch_pg	mchc_g_dL	Lymphocyte count (×10⁹/L)	Neutrophil count (×10⁹/L)	Monocyte count (×10⁹/L)	Eosinophil count (×10⁹/L)	Basophil count (×10⁹/L)	final_comprehensive_fix_applied	waist_circ_unit_correction_applied	sa_biomarker_standards	climate_daily_mean_temp	climate_daily_max_temp	climate_daily_min_temp	climate_temp_anomaly	climate_heat_stress_index	climate_season
3205	JHB_Ezin_002	18.0	Female	2017-05-17	31.092612	74.7	1.55	102.0	71.0	77.0	36.7	18.19	2461.0	41.0	13.9	4.95	4.55	249.0	30.5	33.4	2.62	1.93	0.32	0.03	0.05	1.0	False	1.0	13.167	20.819	8.121	7.413	15.408	Autumn
3206	JHB_Ezin_002	18.0	Male	2017-03-20	15.515143	45.9	1.72	99.0	64.0	72.0	36.3	2.67	77566.0	41.0	12.9	3.04	5.39	278.0	23.9	31.5	1.11	1.51	0.20	0.21	0.01	1.0	False	1.0	17.789	25.104	11.883	6.838	16.598	Autumn
3207	JHB_Ezin_002	15.0	Male	2017-08-04	17.998028	43.8	1.56	112.0	72.0	76.0	36.1	2.86	361889.0	38.0	12.6	6.29	4.71	216.0	26.8	33.1	2.74	2.91	0.48	0.11	0.05	1.0	False	1.0	13.439	19.286	6.622	7.093	15.870	Winter
3208	JHB_Ezin_002	18.0	Male	2017-09-13	20.408163	57.6	1.68	125.0	85.0	78.0	36.5	27.52	51443.0	49.0	16.4	4.42	5.80	312.0	28.3	33.4	1.26	2.61	0.52	0.02	0.02	1.0	False	1.0	16.504	25.351	6.121	7.846	19.354	Spring
3209	JHB_Ezin_002	18.0	Female	2017-09-20	29.658625	78.8	1.63	112.0	82.0	81.0	36.0	6.90	8022.0	39.0	13.0	5.81	4.88	384.0	26.6	33.1	2.78	2.23	0.38	0.39	0.03	1.0	False	1.0	16.504	25.351	6.121	7.846	19.354	Spring
3210	JHB_Ezin_002	18.0	Male	2017-10-02	20.451963	64.8	1.78	119.0	76.0	90.0	36.7	14.61	1295.0	45.0	14.7	8.31	5.17	193.0	28.5	32.9	2.39	5.24	0.63	0.02	0.03	1.0	False	1.0	15.298	22.913	8.351	5.899	13.782	Spring
3211	JHB_Ezin_002	17.0	Male	2017-11-22	18.800472	58.9	1.77	135.0	83.0	79.0	36.3	18.43	7856.0	45.0	15.3	4.47	5.21	261.0	29.4	33.7	1.36	2.62	0.37	0.10	0.02	1.0	False	1.0	13.247	20.810	4.721	1.389	16.676	Spring
3212	JHB_Ezin_002	18.0	Female	2017-11-16	21.693141	60.5	1.67	114.0	68.0	58.0	36.4	34.91	26688.0	41.0	13.3	3.79	4.34	272.0	30.7	32.8	2.10	1.42	0.15	0.10	0.02	1.0	False	1.0	13.247	20.810	4.721	1.389	16.676	Spring
3213	JHB_Ezin_002	15.0	Female	2018-02-14	22.247230	51.4	1.52	97.0	62.0	76.0	36.6	0.63	170902.0	37.0	12.2	3.38	4.21	231.0	28.9	32.6	0.22	2.36	0.31	0.49	0.00	1.0	False	1.0	18.567	23.032	15.349	3.080	19.468	Summer
3214	JHB_Ezin_002	18.0	Female	2018-05-04	24.728984	64.1	1.61	113.0	82.0	75.0	36.4	23.68	61862.0	37.0	11.7	4.84	4.26	344.0	27.4	31.5	2.16	2.19	0.41	0.07	0.02	1.0	False	1.0	13.734	21.664	5.530	9.491	17.491	Autumn

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Uppercase Letter

Lowercase Letter

Decimal Number

Connector Punctuation

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Most occurring scripts

Most frequent character per script

Latin

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Other Punctuation

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Other Punctuation

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Other Punctuation

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories